Peter Tillmann

Machine Learning Ingenieur at envelio

Freiburg im Breisgau, Baden-Württemberg, Germany
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Summary

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Senior
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Top School
Peter Tillmann is a Machine Learning Engineer with nine years of experience applying ML, forecasting and optimization to energy systems, manufacturing and dynamic pricing. He builds production-ready forecasting pipelines and ML models—most recently delivering day-ahead low-voltage grid load forecasts and integrations that enable proactive grid control. His background spans PhD-level photovoltaics modelling (bifacial and tandem cells) and hands-on data engineering for gigabyte-scale time series, combining physics-based simulation, Bayesian optimisation and modern ML stacks (PyTorch, XGBoost, SQL/cloud workflows). Peter has moved research tools into industry use—creating open-source simulation code during his PhD and an LLM-powered natural-language SQL assistant in production at Solarlab—showing a knack for turning complex science into usable software. Based in Freiburg, he thrives in interdisciplinary teams at the intersection of energy expertise, software engineering and data-driven decision making.
code9 years of coding experience
job3 years of employment as a software developer
bookMaster, Chemie, Master, Chemie at Freie Universität Berlin
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Stackoverflow

Stats
2,110reputation
153kreached
53answers
1question
Badges
pandas
top-5%
python
top-5%
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Github Skills (49)

python10
pandas10
data-structure10
data-science9
parallel9
plotly-dash9
charting9
plotly9
bioinformatics9
flask9
data-analysis9
numba9
data-structures9
cuda8
photovoltaic8

Programming languages (4)

C++ShellJupyter NotebookPython

Github contributions (5)

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P-Tillmann/pandas

Jul 2017 - Jun 2021

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
Contributions:2 PRs, 24 pushes, 2 branches in 4 years
polarspythondatalabeled-datamanipulation
Contributions:1 release, 7 commits, 17 pushes in 3 years 6 months
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